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Exemple de missions de Laura,
Data Scientist freelance

  • Data Scientist/Data Engineer

    – Openvalue (Paris)
    2019 - 2023

    • Mission at Sodexo (9 months) - Data Engineer
    o Code refactoring on existing projects (Meal plan in university (US) , pricing in company canteen (FR/UK/US))
    o Preprocessing and creation of data pipeline to run on Azure ML
    o Use of agile methodology, understanding of the business needs
    o Stack: python, visual studio, Azure DevOps (CI/CD), Azure ML
    • Mission at Docaposte (6 months) - Data Scientist / Data Engineer
    o Detection of speeding car based on lane indication from speed camera’s photo – Computer vision
    o Invoice requirements check – Ma PrimeRénov’
    o Stack: python, opencv, torch, tesseract, detectron, docker
    • Mission at Autodistribution – Customer Churn (3 months) - Data Scientist
    o Prediction of customer churn based on transactional data
    o Stack: spark, python, Databricks (Notebooks), azure
    • Mission at Société Générale – transfer fraud detection (2.5 years) - Data Scientist
    o Production of fraud detection models (phishing, social engineering…) in streaming and batch on retail and enterprise clients
    o Behavioral analysis of fraudsters (country analysis, IP address, hour of transfer…)
    o Monitoring, improvement and management of models in production
    o Data quality check following micro-service architecture
    o Communication with various stakeholders to adopt machine learning models over legacy tools
    o Stack: spark, python, scala, hue, hdfs, hbase, h2o, hive (SQL-like), Jupyter Notebook
    • Mission at Colas – Price optimization on industrial transport of rubble (2 months) - Data Scientist
    o Clustering on delivery type (delivery segmentation)
    o Transport price prediction
    o Stack: spark, python, Databricks (Notebooks), azure

  • Data Analyst/Project Manager

    – BNP Paribas (Paris)
    2018 - 2019

    • Use cases identification and creation in support for the Inspection Générale (periodical control)
    • Understanding business needs and project framing
    • Data visualisation and dashboard (Tableau)
    • Automatization and evangelization of use cases (Python, Dataiku)
    • Stack: python, Dataiku, Tableau

  • Data Scientist Cybersecurity –

    DataDome (Paris)
    2017 - 2018

    • Classification on website view as human or bot
    • User behavior and pattern analysis through fingerprints
    • Preprocessing, data cleaning and pipeline building
    • Benchmark on supervised and unsupervised models
    • Stack: python, elasticsearch, Kibana, Jupyter Notebook

  • IT Auditor - EY (Paris)

    - Société Générale CIB (Hong Kong)
    2014 - 2016

    • IT process and IT architecture understanding
    • Stakeholder and project management
    • Diagnostic, investigation and writing of audit report
    • IT control on applications from banking information system and statutory Audit

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